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Data Science Learning Plan

勤奋的桑尼
 勤奋的桑尼
发布于 2015/11/17 13:56
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Recommended for Beginners

For those who have little to no experience with programming and statistics, or anyone that needs a refresh on the basics.

Course Title Recommended Time Commitment Course Developed By Recommended Prerequisites
How to Use Version Control in Git & GitHub - Udacity 3 Weeks, 6 hrs/week

 

Intro to Computer Science & Programming Course - Udacity

3 Months, 6 hrs/week University of Georgia
Intro to Python Programming Course - Udacity 6 Weeks, 6 hrs/week Stanford Intro to Computer Science & Programming Course - Udacity
Intro to Statistics - Udacity 2 Months, 6 hrs/week Founder of Udacity, ex-Google VP
Intro to Descriptive Statistics - Udacity 2 Months, 6 hrs/week San Jose State University
Inferential Statistics: Learn Statistical Analysis - Udacity 2 Months, 6 hrs/week San Jose State University Intro to Descriptive Statistics - Udacity

Associate Level Preparation & Training

It is highly recommended that the first four courses and Intro to Relational Databases are completed prior to entering the instructor led Data Science Training Program.

Course Title Recommended Time Commitment Course Developed By
Recommended Prerequisites

Creating Clear & Compelling Messages

2.5 hrs Cisco Disclaimer: If you have taken a Mandel Communications course in the past that has taught you about the SCIPAB structure and feel that you do not need a refresher, then this course can be skipped.
Intro to Data Science Online Course - Udacity 2 Months, 6 hrs/week Airbnb Intro to Computer Science & Programming Course - Udacity ,Intro to Descriptive Statistics - Udacity Inferential Statistics: Learn Statistical Analysis - Udacity
Data Wrangling with MongoDB Online Course - Udacity 2 Months, 6 hrs/week MongoDB
Exploratory Data Analysis Using R - Udacity 2 Months, 6 hrs/week Facebook
Intro to Machine Learning Course - Udacity 10 Weeks, 6 hrs/week Founder of Udacity, ex-Google VP
Data Visualization and D3.js Course - Udacity 7 Weeks, 6 hrs/week Founder of Zipfian Academy
A/B Testing - Udacity 1 Month, 6 hrs/week Google

Intro to Artificial Intelligence Course and Training Online - Udacity

4 Months, 6 hrs/week Founder of Udacity, ex-Google VP
Machine Learning - Udacity 4 Months, 6 hrs/week Georgia Tech Intro to Artificial Intelligence Course and Training Online - Udacity ,Intro to Statistics - Udacity
Intro to Relational Databases - Udacity 4 Weeks, 6 hrs/week Former Google Engineer Intro to Python Programming Course - Udacity
Intro to Hadoop & MapReduce for Beginners - Udacity 1 Month, 6 hrs/week Cloudera Intro to Computer Science & Programming Course - Udacity

Advanced Learning

For those who have completed all prior training and are looking for more advanced, specialized training.


Course Title Recommended Time Commitment Course Developed By
Recommended Prerequisites
Introduction to Parallel Programming With CUDA - Udacity 3 Months, 6 hrs/week NVidia C Programming Experience
Natural Language Processing - Coursera 8-10 hrs/week Stanford
Machine Learning - Coursera Not Listed Stanford
Probabilistic Graphical Models - Coursera 11 Weeks, 15 hrs/week Stanford
Social Network Analysis - Coursera
5-7 hrs/week University of Michigan
Neural Networks for Machine Learning - Coursera
8 Weeks, 7 hrs/week University of Toronto

Discrete Optimization - Coursera

9 Weeks, 10 hrs/week University of Melbourne
Linear and Integer Programming - Coursera 5-7 hrs/week University of Colorado, Boulder
Introduction to Recommender Systems - Coursera Not Listed University of Minnesota
Artificial Intelligence Planning - Coursera
7 Weeks, 5 hrs/week University of Edinburgh
Scientific Computing - Coursera 10 Weeks, 5 hrs/week University of Washington

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